{"id":"W2021798095","doi":"10.1136/ebn.12.3.90","title":"A clinical prediction rule based on preoperative factors predicted the development of delirium after cardiac surgeryCommentary","year":2009,"lang":"en","type":"letter","venue":"Evidence-Based Nursing","topic":"Intensive Care Unit Cognitive Disorders","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hamilton Health Sciences","funders":"","keywords":"Delirium; Medicine; Cardiac surgery; Clinical prediction rule; Derivation; Cohort; Coronary artery bypass surgery; Aortic valve replacement; Cardiology; Internal medicine; Artery; Surgery; Intensive care medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.00133794,0.0007804757,0.001298409,0.0006292865,0.0002507834,0.00005010554,0.0002711985,0.0009425631,0.0002164863],"category_scores_gemma":[0.007021676,0.0005632965,0.0009273565,0.0004940578,0.0006661763,0.0001793735,0.0000265141,0.002989251,0.00001528781],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001008691,"about_ca_system_score_gemma":0.002253843,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002520612,"about_ca_topic_score_gemma":0.000002827304,"domain_scores_codex":[0.9935104,0.001785256,0.001537987,0.000948639,0.001525673,0.0006920531],"domain_scores_gemma":[0.9871511,0.004143195,0.0005710149,0.000843147,0.007122005,0.0001695022],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.002153095,0.0003975346,0.07751887,0.0003011883,0.0003879554,0.0001125879,0.001179993,0.00003784171,0.00006045371,1.670742e-7,0.9062595,0.01159078],"study_design_scores_gemma":[0.003462992,0.004358924,0.8080437,0.09283452,0.003760514,0.000008453309,0.003945432,0.002050672,0.01097802,0.00001877487,0.06903071,0.001507311],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.1412297,0.001183555,0.003912448,0.8429198,0.00441501,0.004447725,0.0008758922,0.0002425472,0.0007732665],"genre_scores_gemma":[0.2758502,0.0000268981,0.0009037967,0.7180061,0.001608907,0.0001819755,0.003206358,0.0001072045,0.0001085696],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.8372288,"threshold_uncertainty_score":0.9996818,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05108460861541324,"score_gpt":0.3301690976729049,"score_spread":0.2790844890574916,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}